Pith Number

pith:2RKG7MZT

pith:2025:2RKG7MZT3NUFLHCMVENYWXBDIA

not attested not anchored not stored refs pending

Large Language Models are Few-shot Multivariate Time Series Classifiers

Chao Yang, Guandong Xu, Xianzhi Wang, Yakun Chen, Zihao Li

arxiv:2502.00059 v1 · 2025-01-30 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2RKG7MZT3NUFLHCMVENYWXBDIA}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

From Time Series Analysis to Question Answering: A Survey in the LLM Era

Receipt and verification

First computed	2026-07-05T10:08:02.361703Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d4546fb333db68559c4ca91b8b5c23403c3e0b69870d4b3567f9d32d2dc251b5

Aliases

arxiv: 2502.00059 · arxiv_version: 2502.00059v1 · doi: 10.48550/arxiv.2502.00059 · pith_short_12: 2RKG7MZT3NUF · pith_short_16: 2RKG7MZT3NUFLHCM · pith_short_8: 2RKG7MZT

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/2RKG7MZT3NUFLHCMVENYWXBDIA \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: d4546fb333db68559c4ca91b8b5c23403c3e0b69870d4b3567f9d32d2dc251b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "086fafa334fa074b7ff3579a640a4482d47b6bca1e3ed3f230d1f106724dad78",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-30T03:59:59Z",
    "title_canon_sha256": "0bb092458284aae220da91b4ca2c44c7166e6c73f2e61f08e0830575168dc14b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.00059",
    "kind": "arxiv",
    "version": 1
  }
}